Will painting the wood outside my planter boxes make them last longer?

I have some older wood which I made into planter boxes. I have already filled the insides with soil and compost in preparation for spring planting. Is it worth it to paint the outside of the wood, in hopes it will keep it from rotting any sooner? Or will this actually be harmful to the plants?